matplotlib-cpp/matplotlibcpp.h

#pragma once

#include <vector>
#include <map>
#include <numeric>
#include <algorithm>
#include <stdexcept>
#include <iostream>
#include <stdint.h> // <cstdint> requires c++11 support

#if __cplusplus > 199711L || _MSC_VER > 1800
#include <functional>
#endif

#include <Python.h>

#ifndef WITHOUT_NUMPY
  #define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION
  #include <numpy/arrayobject.h>
#endif // WITHOUT_NUMPY

#if PY_MAJOR_VERSION >= 3
#define PyString_FromString PyUnicode_FromString
#endif


namespace matplotlibcpp {

	namespace detail {
		static std::string s_backend;

		struct _interpreter {
			PyObject *s_python_function_show;
			PyObject *s_python_function_draw;
			PyObject *s_python_function_pause;
			PyObject *s_python_function_save;
			PyObject *s_python_function_figure;
			PyObject *s_python_function_plot;
			PyObject *s_python_function_semilogx;
			PyObject *s_python_function_semilogy;
			PyObject *s_python_function_loglog;
			PyObject *s_python_function_fill_between;
			PyObject *s_python_function_hist;
			PyObject *s_python_function_subplot;
			PyObject *s_python_function_legend;
			PyObject *s_python_function_xlim;
			PyObject *s_python_function_ion;
			PyObject *s_python_function_ylim;
			PyObject *s_python_function_title;
			PyObject *s_python_function_axis;
			PyObject *s_python_function_xlabel;
			PyObject *s_python_function_ylabel;
			PyObject *s_python_function_grid;
			PyObject *s_python_function_clf;
			PyObject *s_python_function_errorbar;
			PyObject *s_python_function_annotate;
			PyObject *s_python_function_tight_layout;
			PyObject *s_python_empty_tuple;
			PyObject *s_python_function_stem;
			PyObject *s_python_function_xkcd;

			/* For now, _interpreter is implemented as a singleton since its currently not possible to have
			   multiple independent embedded python interpreters without patching the python source code
			   or starting a separate process for each.
				http://bytes.com/topic/python/answers/793370-multiple-independent-python-interpreters-c-c-program
			   */

			static _interpreter& get() {
				static _interpreter ctx;
				return ctx;
			}

			private:
#if PY_MAJOR_VERSION >= 3
			int import_numpy() {
				import_array(); // initialize C-API
			}
#else
			void import_numpy() {
				import_array(); // initialize C-API
			}
#endif
			_interpreter() {

                // optional but recommended
#if PY_MAJOR_VERSION >= 3
				wchar_t name[] = L"plotting";
#else
				char name[] = "plotting";
#endif
				Py_SetProgramName(name);
				Py_Initialize();

#ifndef WITHOUT_NUMPY
				import_numpy(); // initialize numpy C-API
#endif

				PyObject* matplotlibname = PyString_FromString("matplotlib");
				PyObject* pyplotname = PyString_FromString("matplotlib.pyplot");
				PyObject* pylabname  = PyString_FromString("pylab");
				if (!pyplotname || !pylabname || !matplotlibname) {
					throw std::runtime_error("couldnt create string");
				}

				PyObject* matplotlib = PyImport_Import(matplotlibname);
				Py_DECREF(matplotlibname);
				if(!matplotlib) { throw std::runtime_error("Error loading module matplotlib!"); }

				// matplotlib.use() must be called *before* pylab, matplotlib.pyplot,
				// or matplotlib.backends is imported for the first time
				if (!s_backend.empty()) {
					PyObject_CallMethod(matplotlib, const_cast<char*>("use"), const_cast<char*>("s"), s_backend.c_str());
				}

				PyObject* pymod = PyImport_Import(pyplotname);
				Py_DECREF(pyplotname);
				if(!pymod) { throw std::runtime_error("Error loading module matplotlib.pyplot!"); }


				PyObject* pylabmod = PyImport_Import(pylabname);
				Py_DECREF(pylabname);
				if(!pylabmod) { throw std::runtime_error("Error loading module pylab!"); }

				s_python_function_show = PyObject_GetAttrString(pymod, "show");
				s_python_function_draw = PyObject_GetAttrString(pymod, "draw");
				s_python_function_pause = PyObject_GetAttrString(pymod, "pause");
				s_python_function_figure = PyObject_GetAttrString(pymod, "figure");
				s_python_function_plot = PyObject_GetAttrString(pymod, "plot");
				s_python_function_semilogx = PyObject_GetAttrString(pymod, "semilogx");
				s_python_function_semilogy = PyObject_GetAttrString(pymod, "semilogy");
				s_python_function_loglog = PyObject_GetAttrString(pymod, "loglog");
				s_python_function_fill_between = PyObject_GetAttrString(pymod, "fill_between");
				s_python_function_hist = PyObject_GetAttrString(pymod,"hist");
				s_python_function_subplot = PyObject_GetAttrString(pymod, "subplot");
				s_python_function_legend = PyObject_GetAttrString(pymod, "legend");
				s_python_function_ylim = PyObject_GetAttrString(pymod, "ylim");
				s_python_function_title = PyObject_GetAttrString(pymod, "title");
				s_python_function_axis = PyObject_GetAttrString(pymod, "axis");
				s_python_function_xlabel = PyObject_GetAttrString(pymod, "xlabel");
				s_python_function_ylabel = PyObject_GetAttrString(pymod, "ylabel");
				s_python_function_grid = PyObject_GetAttrString(pymod, "grid");
				s_python_function_xlim = PyObject_GetAttrString(pymod, "xlim");
				s_python_function_ion = PyObject_GetAttrString(pymod, "ion");
				s_python_function_save = PyObject_GetAttrString(pylabmod, "savefig");
				s_python_function_annotate = PyObject_GetAttrString(pymod,"annotate");
				s_python_function_clf = PyObject_GetAttrString(pymod, "clf");
				s_python_function_errorbar = PyObject_GetAttrString(pymod, "errorbar");
				s_python_function_tight_layout = PyObject_GetAttrString(pymod, "tight_layout");
				s_python_function_stem = PyObject_GetAttrString(pymod, "stem");
				s_python_function_xkcd = PyObject_GetAttrString(pymod, "xkcd");

				if(        !s_python_function_show
					|| !s_python_function_draw
					|| !s_python_function_pause
					|| !s_python_function_figure
					|| !s_python_function_plot
					|| !s_python_function_semilogx
					|| !s_python_function_semilogy
					|| !s_python_function_loglog
					|| !s_python_function_fill_between
					|| !s_python_function_subplot
				   	|| !s_python_function_legend
					|| !s_python_function_ylim
					|| !s_python_function_title
					|| !s_python_function_axis
					|| !s_python_function_xlabel
					|| !s_python_function_ylabel
					|| !s_python_function_grid
					|| !s_python_function_xlim
					|| !s_python_function_ion
					|| !s_python_function_save
					|| !s_python_function_clf
					|| !s_python_function_annotate
					|| !s_python_function_errorbar
					|| !s_python_function_errorbar
					|| !s_python_function_tight_layout
					|| !s_python_function_stem
					|| !s_python_function_xkcd
				) { throw std::runtime_error("Couldn't find required function!"); }

				if (       !PyFunction_Check(s_python_function_show)
					|| !PyFunction_Check(s_python_function_draw)
					|| !PyFunction_Check(s_python_function_pause)
					|| !PyFunction_Check(s_python_function_figure)
					|| !PyFunction_Check(s_python_function_plot)
					|| !PyFunction_Check(s_python_function_semilogx)
					|| !PyFunction_Check(s_python_function_semilogy)
					|| !PyFunction_Check(s_python_function_loglog)
					|| !PyFunction_Check(s_python_function_fill_between)
					|| !PyFunction_Check(s_python_function_subplot)
					|| !PyFunction_Check(s_python_function_legend)
					|| !PyFunction_Check(s_python_function_annotate)
					|| !PyFunction_Check(s_python_function_ylim)
					|| !PyFunction_Check(s_python_function_title)
					|| !PyFunction_Check(s_python_function_axis)
					|| !PyFunction_Check(s_python_function_xlabel)
					|| !PyFunction_Check(s_python_function_ylabel)
					|| !PyFunction_Check(s_python_function_grid)
					|| !PyFunction_Check(s_python_function_xlim)
					|| !PyFunction_Check(s_python_function_ion)
					|| !PyFunction_Check(s_python_function_save)
					|| !PyFunction_Check(s_python_function_clf)
					|| !PyFunction_Check(s_python_function_tight_layout)
					|| !PyFunction_Check(s_python_function_errorbar)
					|| !PyFunction_Check(s_python_function_stem)
					|| !PyFunction_Check(s_python_function_xkcd)
				) { throw std::runtime_error("Python object is unexpectedly not a PyFunction."); }

				s_python_empty_tuple = PyTuple_New(0);
			}

			~_interpreter() {
				Py_Finalize();
			}
		};
	}

	// must be called before the first regular call to matplotlib to have any effect
	void backend(const std::string& name)
	{
		detail::s_backend = name;
	}

	bool annotate(std::string annotation, double x, double y)
	{
		PyObject * xy = PyTuple_New(2);
		PyObject * str = PyString_FromString(annotation.c_str());

		PyTuple_SetItem(xy,0,PyFloat_FromDouble(x));
		PyTuple_SetItem(xy,1,PyFloat_FromDouble(y));

		PyObject* kwargs = PyDict_New();
		PyDict_SetItemString(kwargs, "xy", xy);

		PyObject* args = PyTuple_New(1);
		PyTuple_SetItem(args, 0, str);

		PyObject* res = PyObject_Call(detail::_interpreter::get().s_python_function_annotate, args, kwargs);

		Py_DECREF(args);
		Py_DECREF(kwargs);

		if(res) Py_DECREF(res);

		return res;
	}

#ifndef WITHOUT_NUMPY
	// Type selector for numpy array conversion
	template <typename T> struct select_npy_type { const static NPY_TYPES type = NPY_NOTYPE; }; //Default
	template <> struct select_npy_type<double> { const static NPY_TYPES type = NPY_DOUBLE; };
	template <> struct select_npy_type<float> { const static NPY_TYPES type = NPY_FLOAT; };
	template <> struct select_npy_type<bool> { const static NPY_TYPES type = NPY_BOOL; };
	template <> struct select_npy_type<int8_t> { const static NPY_TYPES type = NPY_INT8; };
	template <> struct select_npy_type<int16_t> { const static NPY_TYPES type = NPY_SHORT; };
	template <> struct select_npy_type<int32_t> { const static NPY_TYPES type = NPY_INT; };
	template <> struct select_npy_type<int64_t> { const static NPY_TYPES type = NPY_INT64; };
	template <> struct select_npy_type<uint8_t> { const static NPY_TYPES type = NPY_UINT8; };
	template <> struct select_npy_type<uint16_t> { const static NPY_TYPES type = NPY_USHORT; };
	template <> struct select_npy_type<uint32_t> { const static NPY_TYPES type = NPY_ULONG; };
	template <> struct select_npy_type<uint64_t> { const static NPY_TYPES type = NPY_UINT64; };

	template<typename Numeric>
	PyObject* get_array(const std::vector<Numeric>& v)
	{
		detail::_interpreter::get();	//interpreter needs to be initialized for the numpy commands to work
		NPY_TYPES type = select_npy_type<Numeric>::type;
		if (type == NPY_NOTYPE)
		{
			std::vector<double> vd(v.size());
			npy_intp vsize = v.size();
			std::copy(v.begin(),v.end(),vd.begin());
			PyObject* varray = PyArray_SimpleNewFromData(1, &vsize, NPY_DOUBLE, (void*)(vd.data()));
			return varray;
		}

		npy_intp vsize = v.size();
		PyObject* varray = PyArray_SimpleNewFromData(1, &vsize, type, (void*)(v.data()));
		return varray;
	}

#else // fallback if we don't have numpy: copy every element of the given vector

	template<typename Numeric>
	PyObject* get_array(const std::vector<Numeric>& v)
	{
		PyObject* list = PyList_New(v.size());
		for(size_t i = 0; i < v.size(); ++i) {
			PyList_SetItem(list, i, PyFloat_FromDouble(v.at(i)));
		}
		return list;
	}

#endif // WITHOUT_NUMPY

	template<typename Numeric>
	bool plot(const std::vector<Numeric> &x, const std::vector<Numeric> &y, const std::map<std::string, std::string>& keywords)
	{
		assert(x.size() == y.size());

		// using numpy arrays
		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		// construct positional args
		PyObject* args = PyTuple_New(2);
		PyTuple_SetItem(args, 0, xarray);
		PyTuple_SetItem(args, 1, yarray);

		// construct keyword args
		PyObject* kwargs = PyDict_New();
		for(std::map<std::string, std::string>::const_iterator it = keywords.begin(); it != keywords.end(); ++it)
		{
			PyDict_SetItemString(kwargs, it->first.c_str(), PyString_FromString(it->second.c_str()));
		}

		PyObject* res = PyObject_Call(detail::_interpreter::get().s_python_function_plot, args, kwargs);

		Py_DECREF(args);
		Py_DECREF(kwargs);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename Numeric>
	bool stem(const std::vector<Numeric> &x, const std::vector<Numeric> &y, const std::map<std::string, std::string>& keywords)
	{
		assert(x.size() == y.size());

		// using numpy arrays
		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		// construct positional args
		PyObject* args = PyTuple_New(2);
		PyTuple_SetItem(args, 0, xarray);
		PyTuple_SetItem(args, 1, yarray);

		// construct keyword args
		PyObject* kwargs = PyDict_New();
		for (std::map<std::string, std::string>::const_iterator it =
				keywords.begin(); it != keywords.end(); ++it) {
			PyDict_SetItemString(kwargs, it->first.c_str(),
					PyString_FromString(it->second.c_str()));
		}

		PyObject* res = PyObject_Call(
				detail::_interpreter::get().s_python_function_stem, args, kwargs);

		Py_DECREF(args);
		Py_DECREF(kwargs);
		if (res)
			Py_DECREF(res);

		return res;
	}

	template< typename Numeric >
	bool fill_between(const std::vector<Numeric>& x, const std::vector<Numeric>& y1, const std::vector<Numeric>& y2, const std::map<std::string, std::string>& keywords)
	{
		assert(x.size() == y1.size());
		assert(x.size() == y2.size());

		// using numpy arrays
		PyObject* xarray = get_array(x);
		PyObject* y1array = get_array(y1);
		PyObject* y2array = get_array(y2);

		// construct positional args
		PyObject* args = PyTuple_New(3);
		PyTuple_SetItem(args, 0, xarray);
		PyTuple_SetItem(args, 1, y1array);
		PyTuple_SetItem(args, 2, y2array);

		// construct keyword args
		PyObject* kwargs = PyDict_New();
		for(std::map<std::string, std::string>::const_iterator it = keywords.begin(); it != keywords.end(); ++it)
		{
			PyDict_SetItemString(kwargs, it->first.c_str(), PyUnicode_FromString(it->second.c_str()));
		}

		PyObject* res = PyObject_Call(detail::_interpreter::get().s_python_function_fill_between, args, kwargs);

		Py_DECREF(args);
		Py_DECREF(kwargs);
		if(res) Py_DECREF(res);

		return res;
	}

	template< typename Numeric>
	bool hist(const std::vector<Numeric>& y, long bins=10,std::string color="b", double alpha=1.0)
	{

		PyObject* yarray = get_array(y);

		PyObject* kwargs = PyDict_New();
		PyDict_SetItemString(kwargs, "bins", PyLong_FromLong(bins));
		PyDict_SetItemString(kwargs, "color", PyString_FromString(color.c_str()));
		PyDict_SetItemString(kwargs, "alpha", PyFloat_FromDouble(alpha));


		PyObject* plot_args = PyTuple_New(1);

		PyTuple_SetItem(plot_args, 0, yarray);


		PyObject* res = PyObject_Call(detail::_interpreter::get().s_python_function_hist, plot_args, kwargs);


		Py_DECREF(plot_args);
		Py_DECREF(kwargs);
		if(res) Py_DECREF(res);

		return res;
	}

	template< typename Numeric>
	bool named_hist(std::string label,const std::vector<Numeric>& y, long bins=10, std::string color="b", double alpha=1.0)
	{
		PyObject* yarray = get_array(y);

		PyObject* kwargs = PyDict_New();
		PyDict_SetItemString(kwargs, "label", PyString_FromString(label.c_str()));
		PyDict_SetItemString(kwargs, "bins", PyLong_FromLong(bins));
		PyDict_SetItemString(kwargs, "color", PyString_FromString(color.c_str()));
		PyDict_SetItemString(kwargs, "alpha", PyFloat_FromDouble(alpha));


		PyObject* plot_args = PyTuple_New(1);
		PyTuple_SetItem(plot_args, 0, yarray);

		PyObject* res = PyObject_Call(detail::_interpreter::get().s_python_function_hist, plot_args, kwargs);

		Py_DECREF(plot_args);
		Py_DECREF(kwargs);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename NumericX, typename NumericY>
	bool plot(const std::vector<NumericX>& x, const std::vector<NumericY>& y, const std::string& s = "")
	{
		assert(x.size() == y.size());

		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		PyObject* pystring = PyString_FromString(s.c_str());

		PyObject* plot_args = PyTuple_New(3);
		PyTuple_SetItem(plot_args, 0, xarray);
		PyTuple_SetItem(plot_args, 1, yarray);
		PyTuple_SetItem(plot_args, 2, pystring);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_plot, plot_args);

		Py_DECREF(plot_args);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename NumericX, typename NumericY>
	bool stem(const std::vector<NumericX>& x, const std::vector<NumericY>& y, const std::string& s = "")
	{
		assert(x.size() == y.size());

		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		PyObject* pystring = PyString_FromString(s.c_str());

		PyObject* plot_args = PyTuple_New(3);
		PyTuple_SetItem(plot_args, 0, xarray);
		PyTuple_SetItem(plot_args, 1, yarray);
		PyTuple_SetItem(plot_args, 2, pystring);

		PyObject* res = PyObject_CallObject(
				detail::_interpreter::get().s_python_function_stem, plot_args);

		Py_DECREF(plot_args);
		if (res)
			Py_DECREF(res);

		return res;
	}

	template<typename NumericX, typename NumericY>
	bool semilogx(const std::vector<NumericX>& x, const std::vector<NumericY>& y, const std::string& s = "")
	{
		assert(x.size() == y.size());

		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		PyObject* pystring = PyString_FromString(s.c_str());

		PyObject* plot_args = PyTuple_New(3);
		PyTuple_SetItem(plot_args, 0, xarray);
		PyTuple_SetItem(plot_args, 1, yarray);
		PyTuple_SetItem(plot_args, 2, pystring);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_semilogx, plot_args);

		Py_DECREF(plot_args);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename NumericX, typename NumericY>
	bool semilogy(const std::vector<NumericX>& x, const std::vector<NumericY>& y, const std::string& s = "")
	{
		assert(x.size() == y.size());

		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		PyObject* pystring = PyString_FromString(s.c_str());

		PyObject* plot_args = PyTuple_New(3);
		PyTuple_SetItem(plot_args, 0, xarray);
		PyTuple_SetItem(plot_args, 1, yarray);
		PyTuple_SetItem(plot_args, 2, pystring);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_semilogy, plot_args);

		Py_DECREF(plot_args);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename NumericX, typename NumericY>
	bool loglog(const std::vector<NumericX>& x, const std::vector<NumericY>& y, const std::string& s = "")
	{
		assert(x.size() == y.size());

		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		PyObject* pystring = PyString_FromString(s.c_str());

		PyObject* plot_args = PyTuple_New(3);
		PyTuple_SetItem(plot_args, 0, xarray);
		PyTuple_SetItem(plot_args, 1, yarray);
		PyTuple_SetItem(plot_args, 2, pystring);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_loglog, plot_args);

		Py_DECREF(plot_args);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename NumericX, typename NumericY>
	bool errorbar(const std::vector<NumericX> &x, const std::vector<NumericY> &y, const std::vector<NumericX> &yerr, const std::string &s = "")
	{
		assert(x.size() == y.size());

		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);
		PyObject* yerrarray = get_array(yerr);

		PyObject *kwargs = PyDict_New();

		PyDict_SetItemString(kwargs, "yerr", yerrarray);

		PyObject *pystring = PyString_FromString(s.c_str());

		PyObject *plot_args = PyTuple_New(2);
		PyTuple_SetItem(plot_args, 0, xarray);
		PyTuple_SetItem(plot_args, 1, yarray);

		PyObject *res = PyObject_Call(detail::_interpreter::get().s_python_function_errorbar, plot_args, kwargs);

		Py_DECREF(kwargs);
		Py_DECREF(plot_args);

		if (res)
			Py_DECREF(res);
		else
			throw std::runtime_error("Call to errorbar() failed.");

		return res;
	}

	template<typename Numeric>
	bool named_plot(const std::string& name, const std::vector<Numeric>& y, const std::string& format = "")
	{
		PyObject* kwargs = PyDict_New();
		PyDict_SetItemString(kwargs, "label", PyString_FromString(name.c_str()));

		PyObject* yarray = get_array(y);

		PyObject* pystring = PyString_FromString(format.c_str());

		PyObject* plot_args = PyTuple_New(2);

		PyTuple_SetItem(plot_args, 0, yarray);
		PyTuple_SetItem(plot_args, 1, pystring);

		PyObject* res = PyObject_Call(detail::_interpreter::get().s_python_function_plot, plot_args, kwargs);

		Py_DECREF(kwargs);
		Py_DECREF(plot_args);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename Numeric>
	bool named_plot(const std::string& name, const std::vector<Numeric>& x, const std::vector<Numeric>& y, const std::string& format = "")
	{
		PyObject* kwargs = PyDict_New();
		PyDict_SetItemString(kwargs, "label", PyString_FromString(name.c_str()));

		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		PyObject* pystring = PyString_FromString(format.c_str());

		PyObject* plot_args = PyTuple_New(3);
		PyTuple_SetItem(plot_args, 0, xarray);
		PyTuple_SetItem(plot_args, 1, yarray);
		PyTuple_SetItem(plot_args, 2, pystring);

		PyObject* res = PyObject_Call(detail::_interpreter::get().s_python_function_plot, plot_args, kwargs);

		Py_DECREF(kwargs);
		Py_DECREF(plot_args);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename Numeric>
	bool named_semilogx(const std::string& name, const std::vector<Numeric>& x, const std::vector<Numeric>& y, const std::string& format = "")
	{
		PyObject* kwargs = PyDict_New();
		PyDict_SetItemString(kwargs, "label", PyString_FromString(name.c_str()));

		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		PyObject* pystring = PyString_FromString(format.c_str());

		PyObject* plot_args = PyTuple_New(3);
		PyTuple_SetItem(plot_args, 0, xarray);
		PyTuple_SetItem(plot_args, 1, yarray);
		PyTuple_SetItem(plot_args, 2, pystring);

		PyObject* res = PyObject_Call(detail::_interpreter::get().s_python_function_semilogx, plot_args, kwargs);

		Py_DECREF(kwargs);
		Py_DECREF(plot_args);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename Numeric>
	bool named_semilogy(const std::string& name, const std::vector<Numeric>& x, const std::vector<Numeric>& y, const std::string& format = "")
	{
		PyObject* kwargs = PyDict_New();
		PyDict_SetItemString(kwargs, "label", PyString_FromString(name.c_str()));

		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		PyObject* pystring = PyString_FromString(format.c_str());

		PyObject* plot_args = PyTuple_New(3);
		PyTuple_SetItem(plot_args, 0, xarray);
		PyTuple_SetItem(plot_args, 1, yarray);
		PyTuple_SetItem(plot_args, 2, pystring);

		PyObject* res = PyObject_Call(detail::_interpreter::get().s_python_function_semilogy, plot_args, kwargs);

		Py_DECREF(kwargs);
		Py_DECREF(plot_args);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename Numeric>
	bool named_loglog(const std::string& name, const std::vector<Numeric>& x, const std::vector<Numeric>& y, const std::string& format = "")
	{
		PyObject* kwargs = PyDict_New();
		PyDict_SetItemString(kwargs, "label", PyString_FromString(name.c_str()));

		PyObject* xarray = get_array(x);
		PyObject* yarray = get_array(y);

		PyObject* pystring = PyString_FromString(format.c_str());

		PyObject* plot_args = PyTuple_New(3);
		PyTuple_SetItem(plot_args, 0, xarray);
		PyTuple_SetItem(plot_args, 1, yarray);
		PyTuple_SetItem(plot_args, 2, pystring);

		PyObject* res = PyObject_Call(detail::_interpreter::get().s_python_function_loglog, plot_args, kwargs);

		Py_DECREF(kwargs);
		Py_DECREF(plot_args);
		if(res) Py_DECREF(res);

		return res;
	}

	template<typename Numeric>
	bool plot(const std::vector<Numeric>& y, const std::string& format = "")
	{
		std::vector<Numeric> x(y.size());
		for(size_t i=0; i<x.size(); ++i) x.at(i) = i;
		return plot(x,y,format);
	}

	template<typename Numeric>
	bool stem(const std::vector<Numeric>& y, const std::string& format = "")
	{
		std::vector<Numeric> x(y.size());
		for (size_t i = 0; i < x.size(); ++i) x.at(i) = i;
		return stem(x, y, format);
	}

	inline void figure()
	{
		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_figure, detail::_interpreter::get().s_python_empty_tuple);
		if(!res) throw std::runtime_error("Call to figure() failed.");

		Py_DECREF(res);
	}

	inline void legend()
	{
		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_legend, detail::_interpreter::get().s_python_empty_tuple);
		if(!res) throw std::runtime_error("Call to legend() failed.");

		Py_DECREF(res);
	}

	template<typename Numeric>
	void ylim(Numeric left, Numeric right)
	{
		PyObject* list = PyList_New(2);
		PyList_SetItem(list, 0, PyFloat_FromDouble(left));
		PyList_SetItem(list, 1, PyFloat_FromDouble(right));

		PyObject* args = PyTuple_New(1);
		PyTuple_SetItem(args, 0, list);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_ylim, args);
		if(!res) throw std::runtime_error("Call to ylim() failed.");

		Py_DECREF(args);
		Py_DECREF(res);
	}

	template<typename Numeric>
	void xlim(Numeric left, Numeric right)
	{
		PyObject* list = PyList_New(2);
		PyList_SetItem(list, 0, PyFloat_FromDouble(left));
		PyList_SetItem(list, 1, PyFloat_FromDouble(right));

		PyObject* args = PyTuple_New(1);
		PyTuple_SetItem(args, 0, list);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_xlim, args);
		if(!res) throw std::runtime_error("Call to xlim() failed.");

		Py_DECREF(args);
		Py_DECREF(res);
	}


	inline double* xlim()
	{
		PyObject* args = PyTuple_New(0);
		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_xlim, args);
		PyObject* left = PyTuple_GetItem(res,0);
		PyObject* right = PyTuple_GetItem(res,1);

		double* arr = new double[2];
		arr[0] = PyFloat_AsDouble(left);
		arr[1] = PyFloat_AsDouble(right);

		if(!res) throw std::runtime_error("Call to xlim() failed.");

		Py_DECREF(res);
		return arr;
	}


	inline double* ylim()
	{
		PyObject* args = PyTuple_New(0);
		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_ylim, args);
		PyObject* left = PyTuple_GetItem(res,0);
		PyObject* right = PyTuple_GetItem(res,1);

		double* arr = new double[2];
		arr[0] = PyFloat_AsDouble(left);
		arr[1] = PyFloat_AsDouble(right);

		if(!res) throw std::runtime_error("Call to ylim() failed.");

		Py_DECREF(res);
		return arr;
	}

	inline void subplot(long nrows, long ncols, long plot_number)
	{
		// construct positional args
		PyObject* args = PyTuple_New(3);
		PyTuple_SetItem(args, 0, PyFloat_FromDouble(nrows));
		PyTuple_SetItem(args, 1, PyFloat_FromDouble(ncols));
		PyTuple_SetItem(args, 2, PyFloat_FromDouble(plot_number));

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_subplot, args);
		if(!res) throw std::runtime_error("Call to subplot() failed.");

		Py_DECREF(args);
		Py_DECREF(res);
	}

	inline void title(const std::string &titlestr)
	{
		PyObject* pytitlestr = PyString_FromString(titlestr.c_str());
		PyObject* args = PyTuple_New(1);
		PyTuple_SetItem(args, 0, pytitlestr);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_title, args);
		if(!res) throw std::runtime_error("Call to title() failed.");

		// if PyDeCRFF, the function doesn't work on Mac OS
	}

	inline void axis(const std::string &axisstr)
	{
		PyObject* str = PyString_FromString(axisstr.c_str());
		PyObject* args = PyTuple_New(1);
		PyTuple_SetItem(args, 0, str);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_axis, args);
		if(!res) throw std::runtime_error("Call to title() failed.");

		// if PyDeCRFF, the function doesn't work on Mac OS
	}

	inline void xlabel(const std::string &str)
	{
		PyObject* pystr = PyString_FromString(str.c_str());
		PyObject* args = PyTuple_New(1);
		PyTuple_SetItem(args, 0, pystr);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_xlabel, args);
		if(!res) throw std::runtime_error("Call to xlabel() failed.");

		// if PyDeCRFF, the function doesn't work on Mac OS
	}

	inline void ylabel(const std::string &str)
	{
		PyObject* pystr = PyString_FromString(str.c_str());
		PyObject* args = PyTuple_New(1);
		PyTuple_SetItem(args, 0, pystr);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_ylabel, args);
		if(!res) throw std::runtime_error("Call to ylabel() failed.");

		// if PyDeCRFF, the function doesn't work on Mac OS
	}

	inline void grid(bool flag)
	{
		PyObject* pyflag = flag ? Py_True : Py_False;

		PyObject* args = PyTuple_New(1);
		PyTuple_SetItem(args, 0, pyflag);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_grid, args);
		if(!res) throw std::runtime_error("Call to grid() failed.");

		// if PyDeCRFF, the function doesn't work on Mac OS
	}

    inline void show(const bool block = true)
    {
        PyObject* res;
        if(block)
        {
            res = PyObject_CallObject(
                    detail::_interpreter::get().s_python_function_show,
                    detail::_interpreter::get().s_python_empty_tuple);
        }
        else
        {
            PyObject *kwargs = PyDict_New();
            PyDict_SetItemString(kwargs, "block", Py_False);
            res = PyObject_Call( detail::_interpreter::get().s_python_function_show, detail::_interpreter::get().s_python_empty_tuple, kwargs);
        }


        if (!res) throw std::runtime_error("Call to show() failed.");

        Py_DECREF(res);
    }

    inline void xkcd() {
    	PyObject* res;
    	PyObject *kwargs = PyDict_New();

    	res = PyObject_Call(detail::_interpreter::get().s_python_function_xkcd,
    			detail::_interpreter::get().s_python_empty_tuple, kwargs);

    	if (!res)
    		throw std::runtime_error("Call to show() failed.");

    	Py_DECREF(res);
    }

	inline void draw()
	{
		PyObject* res = PyObject_CallObject(
			detail::_interpreter::get().s_python_function_draw,
			detail::_interpreter::get().s_python_empty_tuple);

		if (!res) throw std::runtime_error("Call to draw() failed.");

		Py_DECREF(res);
	}

	template<typename Numeric>
	void pause(Numeric interval)
	{
		PyObject* args = PyTuple_New(1);
		PyTuple_SetItem(args, 0, PyFloat_FromDouble(interval));

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_pause, args);
		if(!res) throw std::runtime_error("Call to pause() failed.");

		Py_DECREF(args);
		Py_DECREF(res);
	}

	inline void save(const std::string& filename)
	{
		PyObject* pyfilename = PyString_FromString(filename.c_str());

		PyObject* args = PyTuple_New(1);
		PyTuple_SetItem(args, 0, pyfilename);

		PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_save, args);
		if (!res) throw std::runtime_error("Call to save() failed.");

		Py_DECREF(args);
		Py_DECREF(res);
	}

	inline void clf() {
		PyObject *res = PyObject_CallObject(
			detail::_interpreter::get().s_python_function_clf,
			detail::_interpreter::get().s_python_empty_tuple);

		if (!res) throw std::runtime_error("Call to clf() failed.");

		Py_DECREF(res);
	}

		inline void ion() {
		PyObject *res = PyObject_CallObject(
			detail::_interpreter::get().s_python_function_ion,
			detail::_interpreter::get().s_python_empty_tuple);

		if (!res) throw std::runtime_error("Call to ion() failed.");

		Py_DECREF(res);
	}

	// Actually, is there any reason not to call this automatically for every plot?
	inline void tight_layout() {
		PyObject *res = PyObject_CallObject(
			detail::_interpreter::get().s_python_function_tight_layout,
			detail::_interpreter::get().s_python_empty_tuple);

		if (!res) throw std::runtime_error("Call to tight_layout() failed.");

		Py_DECREF(res);
	}

#if __cplusplus > 199711L || _MSC_VER > 1800
	// C++11-exclusive content starts here (variadic plot() and initializer list support)

	namespace detail {
		template<typename T>
		using is_function = typename std::is_function<std::remove_pointer<std::remove_reference<T>>>::type;

		template<bool obj, typename T>
		struct is_callable_impl;

		template<typename T>
		struct is_callable_impl<false, T>
		{
			typedef is_function<T> type;
		}; // a non-object is callable iff it is a function

		template<typename T>
		struct is_callable_impl<true, T>
		{
			struct Fallback { void operator()(); };
			struct Derived : T, Fallback { };

			template<typename U, U> struct Check;

			template<typename U>
			static std::true_type test( ... ); // use a variadic function to make sure (1) it accepts everything and (2) its always the worst match

			template<typename U>
			static std::false_type test( Check<void(Fallback::*)(), &U::operator()>* );

		public:
			typedef decltype(test<Derived>(nullptr)) type;
			typedef decltype(&Fallback::operator()) dtype;
			static constexpr bool value = type::value;
		}; // an object is callable iff it defines operator()

		template<typename T>
		struct is_callable
		{
			// dispatch to is_callable_impl<true, T> or is_callable_impl<false, T> depending on whether T is of class type or not
			typedef typename is_callable_impl<std::is_class<T>::value, T>::type type;
		};

		template<typename IsYDataCallable>
		struct plot_impl { };

		template<>
		struct plot_impl<std::false_type>
		{
			template<typename IterableX, typename IterableY>
			bool operator()(const IterableX& x, const IterableY& y, const std::string& format)
			{
				// 2-phase lookup for distance, begin, end
				using std::distance;
				using std::begin;
				using std::end;

				auto xs = distance(begin(x), end(x));
				auto ys = distance(begin(y), end(y));
				assert(xs == ys && "x and y data must have the same number of elements!");

				PyObject* xlist = PyList_New(xs);
				PyObject* ylist = PyList_New(ys);
				PyObject* pystring = PyString_FromString(format.c_str());

				auto itx = begin(x), ity = begin(y);
				for(size_t i = 0; i < xs; ++i) {
					PyList_SetItem(xlist, i, PyFloat_FromDouble(*itx++));
					PyList_SetItem(ylist, i, PyFloat_FromDouble(*ity++));
				}

				PyObject* plot_args = PyTuple_New(3);
				PyTuple_SetItem(plot_args, 0, xlist);
				PyTuple_SetItem(plot_args, 1, ylist);
				PyTuple_SetItem(plot_args, 2, pystring);

				PyObject* res = PyObject_CallObject(detail::_interpreter::get().s_python_function_plot, plot_args);

				Py_DECREF(plot_args);
				if(res) Py_DECREF(res);

				return res;
			}
		};

		template<>
		struct plot_impl<std::true_type>
		{
			template<typename Iterable, typename Callable>
			bool operator()(const Iterable& ticks, const Callable& f, const std::string& format)
			{
				//std::cout << "Callable impl called" << std::endl;

				if(begin(ticks) == end(ticks)) return true;

				// We could use additional meta-programming to deduce the correct element type of y,
				// but all values have to be convertible to double anyways
				std::vector<double> y;
				for(auto x : ticks) y.push_back(f(x));
				return plot_impl<std::false_type>()(ticks,y,format);
			}
		};
	}

	// recursion stop for the above
	template<typename... Args>
	bool plot() { return true; }

	template<typename A, typename B, typename... Args>
	bool plot(const A& a, const B& b, const std::string& format, Args... args)
	{
		return detail::plot_impl<typename detail::is_callable<B>::type>()(a,b,format) && plot(args...);
	}

	/*
	 * This group of plot() functions is needed to support initializer lists, i.e. calling
	 *    plot( {1,2,3,4} )
	 */
	bool plot(const std::vector<double>& x, const std::vector<double>& y, const std::string& format = "") {
		return plot<double,double>(x,y,format);
	}

	bool plot(const std::vector<double>& y, const std::string& format = "") {
		return plot<double>(y,format);
	}

	bool plot(const std::vector<double>& x, const std::vector<double>& y, const std::map<std::string, std::string>& keywords) {
		return plot<double>(x,y,keywords);
	}

	bool stem(const std::vector<double>& x, const std::vector<double>& y, const std::string& format = "")
	{
		return stem<double, double>(x, y, format);
	}

	bool stem(const std::vector<double>& y, const std::string& format = "")
	{
		return stem<double>(y, format);
	}

	bool stem(const std::vector<double>& x, const std::vector<double>& y, const std::map<std::string, std::string>& keywords)
	{
		return stem<double>(x, y, keywords);
	}

	bool named_plot(const std::string& name, const std::vector<double>& x, const std::vector<double>& y, const std::string& format = "") {
		return named_plot<double>(name,x,y,format);
	}

#endif

}